{"id":29959971,"url":"https://github.com/marksikaundi/lead_framework","last_synced_at":"2026-05-05T08:35:24.264Z","repository":{"id":111498968,"uuid":"536690566","full_name":"marksikaundi/Lead_framework","owner":"marksikaundi","description":"Lead Framework is a public repository containing data frames for the Lead poisoning in Kabwe Zambia.","archived":false,"fork":false,"pushed_at":"2025-06-27T21:57:59.000Z","size":22,"stargazers_count":1,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-06-27T22:37:32.278Z","etag":null,"topics":["google-colab","kabwe","lead-poisoning","python","tensorflow","zambia"],"latest_commit_sha":null,"homepage":"https://data.devcircleafrica.com","language":"Jupyter Notebook","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/marksikaundi.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2022-09-14T17:30:43.000Z","updated_at":"2025-06-27T21:58:02.000Z","dependencies_parsed_at":null,"dependency_job_id":"6ad6ffed-d5e2-40ad-9035-10dfb65c4655","html_url":"https://github.com/marksikaundi/Lead_framework","commit_stats":null,"previous_names":["marksikaundi/lead_framework"],"tags_count":0,"template":false,"template_full_name":null,"purl":"pkg:github/marksikaundi/Lead_framework","repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/marksikaundi%2FLead_framework","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/marksikaundi%2FLead_framework/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/marksikaundi%2FLead_framework/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/marksikaundi%2FLead_framework/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/marksikaundi","download_url":"https://codeload.github.com/marksikaundi/Lead_framework/tar.gz/refs/heads/main","sbom_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/marksikaundi%2FLead_framework/sbom","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":268619036,"owners_count":24279300,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","status":"online","status_checked_at":"2025-08-03T02:00:12.545Z","response_time":2577,"last_error":null,"robots_txt_status":"success","robots_txt_updated_at":"2025-07-24T06:49:26.215Z","robots_txt_url":"https://github.com/robots.txt","online":true,"can_crawl_api":true,"host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["google-colab","kabwe","lead-poisoning","python","tensorflow","zambia"],"created_at":"2025-08-03T22:06:59.963Z","updated_at":"2026-05-05T08:35:19.239Z","avatar_url":"https://github.com/marksikaundi.png","language":"Jupyter Notebook","funding_links":[],"categories":[],"sub_categories":[],"readme":"# Overview\n\nThis repository contains information about the lead poisoning crisis in Kabwe, Zambia. The city is heavily contaminated with lead due to the legacy of a large-scale lead and zinc mine that operated for over 90 years without adequate environmental safeguards.\n\n## Problem Statement\n\nThe uncontrolled release of lead into the environment has resulted in widespread lead poisoning among the population, particularly children. High levels of lead in children's blood have been linked to severe health issues, including developmental delays, learning disabilities, and behavioral problems.\n\n## Data and Resources  \n\nData:\nBlood lead levels in children and adults\nSoil and water contamination levels\nEpidemiological data on health impacts\nDemographic data on the affected population\n\n## Resources:\n\nAcademic papers and research articles\nReports from NGOs and government agencies\nMedia coverage of the crisis\nImages and videos documenting the situation\nPotential Projects and Research\nData Analysis: Analyze the available data to identify patterns and trends in lead poisoning, assess the health impacts, and prioritize intervention areas.\nRisk Assessment: Conduct a comprehensive risk assessment to identify the most vulnerable populations and areas with the highest lead exposure.\nIntervention Evaluation: Evaluate the effectiveness of existing interventions and propose new strategies for lead reduction and remediation.\nPolicy Recommendations: Develop evidence-based policy recommendations to address the lead poisoning crisis and prevent future contamination.\nCommunity Engagement: Explore ways to engage with the community to raise awareness, promote prevention, and support affected families.\nContributing\nWe welcome contributions to this repository in the form of data, code, documentation, or research findings. Please adhere to the following guidelines:\n\n## Fork the repository\n\nCreate a new branch for your contributions\nSubmit a pull request with clear documentation of your changes\n\n## Contact\n\n[Provide contact information for collaborators or maintainers of the repository]\n\n## Additional Notes\n\nData Privacy: Ensure that all data handling complies with relevant privacy regulations.\nEthical Considerations: Be mindful of the sensitive nature of the topic and the potential impact on affected communities.\nCollaboration: Encourage collaboration with researchers, policymakers, and community organizations.\nBy working together, we can help address the lead poisoning crisis in Kabwe and improve the health and well-being of its residents.\n\n- **Keywords:** lead poisoning, Kabwe, Zambia, public health, environmental contamination, children's health, data analysis, risk assessment, intervention, policy, community engagement\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmarksikaundi%2Flead_framework","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fmarksikaundi%2Flead_framework","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fmarksikaundi%2Flead_framework/lists"}